Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 16000 |
| Missing cells | 33 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.3 MiB |
| Average record size in memory | 216.0 B |
Variable types
| NUM | 23 |
|---|---|
| CAT | 3 |
| BOOL | 1 |
non_zero_pixels is highly correlated with bits | High correlation |
bits is highly correlated with non_zero_pixels | High correlation |
frame_height is highly correlated with frame_width and 1 other fields | High correlation |
frame_width is highly correlated with frame_height and 1 other fields | High correlation |
movement_level is highly correlated with frame_width and 1 other fields | High correlation |
sobel_v is highly correlated with sobel_h | High correlation |
sobel_h is highly correlated with sobel_v | High correlation |
frame_height is highly correlated with frame_width | High correlation |
frame_width is highly correlated with frame_height | High correlation |
mean is highly skewed (γ1 = 63.21095101) | Skewed |
var_sub_blocks is highly skewed (γ1 = 21.44376708) | Skewed |
quality is uniformly distributed | Uniform |
frame_width is uniformly distributed | Uniform |
frame_height is uniformly distributed | Uniform |
intra_parts has 10312 (64.5%) zeros | Zeros |
skip_parts has 8987 (56.2%) zeros | Zeros |
inter_16x16_parts has 6396 (40.0%) zeros | Zeros |
inter_4x4_parts has 11617 (72.6%) zeros | Zeros |
inter_other_parts has 5821 (36.4%) zeros | Zeros |
non_zero_pixels has 3172 (19.8%) zeros | Zeros |
mean has 3338 (20.9%) zeros | Zeros |
sub_mean_1 has 6197 (38.7%) zeros | Zeros |
sub_mean_2 has 6267 (39.2%) zeros | Zeros |
sub_mean_3 has 6195 (38.7%) zeros | Zeros |
sub_mean_4 has 6322 (39.5%) zeros | Zeros |
var_sub_blocks has 3342 (20.9%) zeros | Zeros |
sobel_h has 2177 (13.6%) zeros | Zeros |
sobel_v has 2176 (13.6%) zeros | Zeros |
variance has 3338 (20.9%) zeros | Zeros |
block_movement_h has 3023 (18.9%) zeros | Zeros |
block_movement_v has 3077 (19.2%) zeros | Zeros |
var_movement_h has 3023 (18.9%) zeros | Zeros |
var_movement_v has 3077 (19.2%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-30 15:56:52.286864 |
|---|---|
| Analysis finished | 2020-12-30 15:57:54.465793 |
| Duration | 1 minute and 2.18 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 125.0 KiB |
| 32 | |
|---|---|
| 27 | |
| 37 | |
| 22 |
| Value | Count | Frequency (%) | |
| 32 | 4000 | 25.0% | |
| 27 | 4000 | 25.0% | |
| 37 | 4000 | 25.0% | |
| 22 | 4000 | 25.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 2106 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 449.8373125 |
|---|---|
| Minimum | 0 |
| Maximum | 4771 |
| Zeros | 147 |
| Zeros (%) | 0.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 72 |
| median | 243 |
| Q3 | 622 |
| 95-th percentile | 1578 |
| Maximum | 4771 |
| Range | 4771 |
| Interquartile range (IQR) | 550 |
Descriptive statistics
| Standard deviation | 549.3382429 |
|---|---|
| Coefficient of variation (CV) | 1.221193146 |
| Kurtosis | 6.494603732 |
| Mean | 449.8373125 |
| Median Absolute Deviation (MAD) | 203.5 |
| Skewness | 2.199394978 |
| Sum | 7197397 |
| Variance | 301772.5051 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 208 | 1.3% | |
| 2 | 172 | 1.1% | |
| 0 | 147 | 0.9% | |
| 3 | 112 | 0.7% | |
| 27 | 75 | 0.5% | |
| 12 | 74 | 0.5% | |
| 33 | 72 | 0.4% | |
| 20 | 69 | 0.4% | |
| 22 | 69 | 0.4% | |
| 4 | 68 | 0.4% | |
| Other values (2096) | 14934 | 93.3% |
| Value | Count | Frequency (%) | |
| 0 | 147 | 0.9% | |
| 1 | 208 | 1.3% | |
| 2 | 172 | 1.1% | |
| 3 | 112 | 0.7% | |
| 4 | 68 | 0.4% |
| Value | Count | Frequency (%) | |
| 4771 | 1 | < 0.1% | |
| 4640 | 1 | < 0.1% | |
| 4524 | 1 | < 0.1% | |
| 4432 | 1 | < 0.1% | |
| 4424 | 1 | < 0.1% |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.04 |
|---|---|
| Minimum | 0 |
| Maximum | 64 |
| Zeros | 10312 |
| Zeros (%) | 64.5% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 16 |
| 95-th percentile | 64 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 19.05061568 |
|---|---|
| Coefficient of variation (CV) | 1.725599247 |
| Kurtosis | 1.451387946 |
| Mean | 11.04 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.640353267 |
| Sum | 176640 |
| Variance | 362.9259579 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 10312 | 64.5% | |
| 16 | 1355 | 8.5% | |
| 32 | 1060 | 6.6% | |
| 64 | 919 | 5.7% | |
| 48 | 718 | 4.5% | |
| 1 | 440 | 2.8% | |
| 17 | 280 | 1.8% | |
| 33 | 198 | 1.2% | |
| 2 | 177 | 1.1% | |
| 49 | 176 | 1.1% | |
| Other values (5) | 365 | 2.3% |
| Value | Count | Frequency (%) | |
| 0 | 10312 | 64.5% | |
| 1 | 440 | 2.8% | |
| 2 | 177 | 1.1% | |
| 3 | 45 | 0.3% | |
| 4 | 53 | 0.3% |
| Value | Count | Frequency (%) | |
| 64 | 919 | 5.7% | |
| 49 | 176 | 1.1% | |
| 48 | 718 | 4.5% | |
| 34 | 115 | 0.7% | |
| 33 | 198 | 1.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8491875 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 8987 |
| Zeros (%) | 56.2% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.181854639 |
|---|---|
| Coefficient of variation (CV) | 1.39174757 |
| Kurtosis | 0.6734804924 |
| Mean | 0.8491875 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.303503545 |
| Sum | 13587 |
| Variance | 1.396780389 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 8987 | 56.2% | |
| 1 | 3144 | 19.7% | |
| 2 | 2034 | 12.7% | |
| 3 | 965 | 6.0% | |
| 4 | 870 | 5.4% |
| Value | Count | Frequency (%) | |
| 0 | 8987 | 56.2% | |
| 1 | 3144 | 19.7% | |
| 2 | 2034 | 12.7% | |
| 3 | 965 | 6.0% | |
| 4 | 870 | 5.4% |
| Value | Count | Frequency (%) | |
| 4 | 870 | 5.4% | |
| 3 | 965 | 6.0% | |
| 2 | 2034 | 12.7% | |
| 1 | 3144 | 19.7% | |
| 0 | 8987 | 56.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9954375 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 6396 |
| Zeros (%) | 40.0% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.018507005 |
|---|---|
| Coefficient of variation (CV) | 1.023175242 |
| Kurtosis | -0.1430920278 |
| Mean | 0.9954375 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7869126579 |
| Sum | 15927 |
| Variance | 1.037356518 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6396 | 40.0% | |
| 1 | 4968 | 31.1% | |
| 2 | 3201 | 20.0% | |
| 3 | 1183 | 7.4% | |
| 4 | 252 | 1.6% |
| Value | Count | Frequency (%) | |
| 0 | 6396 | 40.0% | |
| 1 | 4968 | 31.1% | |
| 2 | 3201 | 20.0% | |
| 3 | 1183 | 7.4% | |
| 4 | 252 | 1.6% |
| Value | Count | Frequency (%) | |
| 4 | 252 | 1.6% | |
| 3 | 1183 | 7.4% | |
| 2 | 3201 | 20.0% | |
| 1 | 4968 | 31.1% | |
| 0 | 6396 | 40.0% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9786875 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros | 11617 |
| Zeros (%) | 72.6% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.901609884 |
|---|---|
| Coefficient of variation (CV) | 1.971817118 |
| Kurtosis | 5.9135513 |
| Mean | 1.9786875 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.32088939 |
| Sum | 31659 |
| Variance | 15.22255969 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 11617 | 72.6% | |
| 6 | 1354 | 8.5% | |
| 3 | 1309 | 8.2% | |
| 9 | 989 | 6.2% | |
| 12 | 372 | 2.3% | |
| 15 | 179 | 1.1% | |
| 18 | 113 | 0.7% | |
| 21 | 40 | 0.2% | |
| 24 | 18 | 0.1% | |
| 27 | 7 | < 0.1% | |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 11617 | 72.6% | |
| 3 | 1309 | 8.2% | |
| 6 | 1354 | 8.5% | |
| 9 | 989 | 6.2% | |
| 12 | 372 | 2.3% |
| Value | Count | Frequency (%) | |
| 33 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 27 | 7 | < 0.1% | |
| 24 | 18 | 0.1% | |
| 21 | 40 | 0.2% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6864375 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros | 5821 |
| Zeros (%) | 36.4% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 13 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.44670967 |
|---|---|
| Coefficient of variation (CV) | 1.206234927 |
| Kurtosis | 2.829655259 |
| Mean | 3.6864375 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.61751669 |
| Sum | 58983 |
| Variance | 19.77322689 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 5821 | 36.4% | |
| 2 | 2942 | 18.4% | |
| 4 | 1912 | 11.9% | |
| 6 | 1075 | 6.7% | |
| 8 | 606 | 3.8% | |
| 5 | 502 | 3.1% | |
| 7 | 459 | 2.9% | |
| 9 | 389 | 2.4% | |
| 3 | 351 | 2.2% | |
| 10 | 342 | 2.1% | |
| Other values (18) | 1601 | 10.0% |
| Value | Count | Frequency (%) | |
| 0 | 5821 | 36.4% | |
| 1 | 203 | 1.3% | |
| 2 | 2942 | 18.4% | |
| 3 | 351 | 2.2% | |
| 4 | 1912 | 11.9% |
| Value | Count | Frequency (%) | |
| 27 | 7 | < 0.1% | |
| 26 | 4 | < 0.1% | |
| 25 | 11 | 0.1% | |
| 24 | 11 | 0.1% | |
| 23 | 10 | 0.1% |
| Distinct | 568 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.087125 |
|---|---|
| Minimum | 0 |
| Maximum | 828 |
| Zeros | 3172 |
| Zeros (%) | 19.8% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 33 |
| Q3 | 100 |
| 95-th percentile | 294 |
| Maximum | 828 |
| Range | 828 |
| Interquartile range (IQR) | 95 |
Descriptive statistics
| Standard deviation | 102.6407277 |
|---|---|
| Coefficient of variation (CV) | 1.385405733 |
| Kurtosis | 6.23935792 |
| Mean | 74.087125 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 2.266888272 |
| Sum | 1185394 |
| Variance | 10535.11898 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3172 | 19.8% | |
| 16 | 299 | 1.9% | |
| 2 | 245 | 1.5% | |
| 4 | 215 | 1.3% | |
| 3 | 197 | 1.2% | |
| 5 | 193 | 1.2% | |
| 6 | 191 | 1.2% | |
| 10 | 179 | 1.1% | |
| 8 | 177 | 1.1% | |
| 7 | 173 | 1.1% | |
| Other values (558) | 10959 | 68.5% |
| Value | Count | Frequency (%) | |
| 0 | 3172 | 19.8% | |
| 1 | 24 | 0.1% | |
| 2 | 245 | 1.5% | |
| 3 | 197 | 1.2% | |
| 4 | 215 | 1.3% |
| Value | Count | Frequency (%) | |
| 828 | 1 | < 0.1% | |
| 803 | 1 | < 0.1% | |
| 799 | 1 | < 0.1% | |
| 782 | 1 | < 0.1% | |
| 760 | 1 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 125.0 KiB |
| 416 | |
|---|---|
| 832 | |
| 1920 | |
| 2560 |
| Value | Count | Frequency (%) | |
| 416 | 4000 | 25.0% | |
| 832 | 4000 | 25.0% | |
| 1920 | 4000 | 25.0% | |
| 2560 | 4000 | 25.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3.5 |
| Mean length | 3.5 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 125.0 KiB |
| 240 | |
|---|---|
| 480 | |
| 1080 | |
| 1600 |
| Value | Count | Frequency (%) | |
| 240 | 4000 | 25.0% | |
| 480 | 4000 | 25.0% | |
| 1080 | 4000 | 25.0% | |
| 1600 | 4000 | 25.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3.5 |
| Mean length | 3.5 |
| Min length | 3 |
| Distinct | 205 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4034131.663 |
|---|---|
| Minimum | 31645 |
| Maximum | 12276603 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 31645 |
|---|---|
| 5-th percentile | 70705 |
| Q1 | 233854.75 |
| median | 1704901.5 |
| Q3 | 7608813 |
| 95-th percentile | 11307064 |
| Maximum | 12276603 |
| Range | 12244958 |
| Interquartile range (IQR) | 7374958.25 |
Descriptive statistics
| Standard deviation | 4447081.581 |
|---|---|
| Coefficient of variation (CV) | 1.102364016 |
| Kurtosis | -1.225916584 |
| Mean | 4034131.663 |
| Median Absolute Deviation (MAD) | 1622389.5 |
| Skewness | 0.656035876 |
| Sum | 6.454610661e+10 |
| Variance | 1.977653459e+13 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11307064 | 999 | 6.2% | |
| 10833854 | 950 | 5.9% | |
| 10635735 | 918 | 5.7% | |
| 10893972 | 889 | 5.6% | |
| 6276143 | 474 | 3.0% | |
| 6599839 | 467 | 2.9% | |
| 5009382 | 457 | 2.9% | |
| 5451355 | 456 | 2.9% | |
| 4561917 | 449 | 2.8% | |
| 3417197 | 436 | 2.7% | |
| Other values (195) | 9505 | 59.4% |
| Value | Count | Frequency (%) | |
| 31645 | 27 | 0.2% | |
| 31748 | 27 | 0.2% | |
| 33354 | 28 | 0.2% | |
| 36234 | 28 | 0.2% | |
| 37519 | 28 | 0.2% |
| Value | Count | Frequency (%) | |
| 12276603 | 1 | < 0.1% | |
| 12101713 | 50 | 0.3% | |
| 11781038 | 111 | 0.7% | |
| 11440150 | 82 | 0.5% | |
| 11307064 | 999 | 6.2% |
| Distinct | 6599 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.467033937 |
|---|---|
| Minimum | 0 |
| Maximum | 2191.37793 |
| Zeros | 3338 |
| Zeros (%) | 20.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.335938 |
| median | 1.8706055 |
| Q3 | 4.364258 |
| 95-th percentile | 10.15336885 |
| Maximum | 2191.37793 |
| Range | 2191.37793 |
| Interquartile range (IQR) | 4.02832 |
Descriptive statistics
| Standard deviation | 30.2780114 |
|---|---|
| Coefficient of variation (CV) | 8.733116534 |
| Kurtosis | 4097.629554 |
| Mean | 3.467033937 |
| Median Absolute Deviation (MAD) | 1.8706055 |
| Skewness | 63.21095101 |
| Sum | 55472.54299 |
| Variance | 916.7579741 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3338 | 20.9% | |
| 0.25 | 83 | 0.5% | |
| 0.5 | 77 | 0.5% | |
| 0.460938 | 76 | 0.5% | |
| 0.75 | 70 | 0.4% | |
| 0.375 | 55 | 0.3% | |
| 0.140625 | 27 | 0.2% | |
| 0.921875 | 25 | 0.2% | |
| 0.125 | 22 | 0.1% | |
| 1 | 21 | 0.1% | |
| Other values (6589) | 12206 | 76.3% |
| Value | Count | Frequency (%) | |
| 0 | 3338 | 20.9% | |
| 0.042969 | 2 | < 0.1% | |
| 0.049805 | 1 | < 0.1% | |
| 0.050781 | 1 | < 0.1% | |
| 0.056641 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2191.37793 | 1 | < 0.1% | |
| 1984.875977 | 1 | < 0.1% | |
| 1795.424805 | 1 | < 0.1% | |
| 1598.834961 | 1 | < 0.1% | |
| 26.480469 | 1 | < 0.1% |
| Distinct | 3123 |
|---|---|
| Distinct (%) | 19.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.145166016 |
|---|---|
| Minimum | 0 |
| Maximum | 80 |
| Zeros | 6197 |
| Zeros (%) | 38.7% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.5 |
| Q3 | 4.5361325 |
| 95-th percentile | 12.4728513 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 4.5361325 |
Descriptive statistics
| Standard deviation | 4.518313897 |
|---|---|
| Coefficient of variation (CV) | 1.436589952 |
| Kurtosis | 11.54884389 |
| Mean | 3.145166016 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 2.532844287 |
| Sum | 50322.65625 |
| Variance | 20.41516047 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6197 | 38.7% | |
| 1 | 144 | 0.9% | |
| 1.5 | 96 | 0.6% | |
| 1.84375 | 85 | 0.5% | |
| 2 | 81 | 0.5% | |
| 3 | 67 | 0.4% | |
| 0.5 | 41 | 0.3% | |
| 0.5625 | 39 | 0.2% | |
| 1.75 | 35 | 0.2% | |
| 0.25 | 32 | 0.2% | |
| Other values (3113) | 9183 | 57.4% |
| Value | Count | Frequency (%) | |
| 0 | 6197 | 38.7% | |
| 0.171875 | 6 | < 0.1% | |
| 0.1875 | 1 | < 0.1% | |
| 0.199219 | 1 | < 0.1% | |
| 0.214844 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 80 | 1 | < 0.1% | |
| 36.410156 | 1 | < 0.1% | |
| 33.625 | 1 | < 0.1% | |
| 33.367188 | 1 | < 0.1% | |
| 32.59375 | 1 | < 0.1% |
| Distinct | 3022 |
|---|---|
| Distinct (%) | 18.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.951683838 |
|---|---|
| Minimum | 0 |
| Maximum | 76.203125 |
| Zeros | 6267 |
| Zeros (%) | 39.2% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.4375 |
| Q3 | 4.316406 |
| 95-th percentile | 11.5783203 |
| Maximum | 76.203125 |
| Range | 76.203125 |
| Interquartile range (IQR) | 4.316406 |
Descriptive statistics
| Standard deviation | 4.251153907 |
|---|---|
| Coefficient of variation (CV) | 1.440247039 |
| Kurtosis | 14.56066098 |
| Mean | 2.951683838 |
| Median Absolute Deviation (MAD) | 1.4375 |
| Skewness | 2.73627011 |
| Sum | 47226.9414 |
| Variance | 18.07230954 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6267 | 39.2% | |
| 1 | 158 | 1.0% | |
| 2 | 109 | 0.7% | |
| 1.84375 | 94 | 0.6% | |
| 1.5 | 80 | 0.5% | |
| 3 | 67 | 0.4% | |
| 0.5 | 51 | 0.3% | |
| 0.5625 | 49 | 0.3% | |
| 1.75 | 42 | 0.3% | |
| 0.3125 | 40 | 0.2% | |
| Other values (3012) | 9043 | 56.5% |
| Value | Count | Frequency (%) | |
| 0 | 6267 | 39.2% | |
| 0.148438 | 1 | < 0.1% | |
| 0.171875 | 3 | < 0.1% | |
| 0.203125 | 1 | < 0.1% | |
| 0.210938 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 76.203125 | 1 | < 0.1% | |
| 52.65625 | 1 | < 0.1% | |
| 42.574219 | 1 | < 0.1% | |
| 42.125 | 1 | < 0.1% | |
| 38.09375 | 1 | < 0.1% |
| Distinct | 3072 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 14 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.034862045 |
|---|---|
| Minimum | 0 |
| Maximum | 49.039062 |
| Zeros | 6195 |
| Zeros (%) | 38.7% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.4375 |
| Q3 | 4.4248045 |
| 95-th percentile | 11.748047 |
| Maximum | 49.039062 |
| Range | 49.039062 |
| Interquartile range (IQR) | 4.4248045 |
Descriptive statistics
| Standard deviation | 4.424254947 |
|---|---|
| Coefficient of variation (CV) | 1.457810893 |
| Kurtosis | 11.52191426 |
| Mean | 3.034862045 |
| Median Absolute Deviation (MAD) | 1.4375 |
| Skewness | 2.710843425 |
| Sum | 48515.30466 |
| Variance | 19.57403184 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6195 | 38.7% | |
| 1 | 177 | 1.1% | |
| 1.84375 | 117 | 0.7% | |
| 1.5 | 95 | 0.6% | |
| 2 | 77 | 0.5% | |
| 3 | 69 | 0.4% | |
| 0.5625 | 53 | 0.3% | |
| 0.5 | 52 | 0.3% | |
| 1.75 | 45 | 0.3% | |
| 2.75 | 36 | 0.2% | |
| Other values (3062) | 9070 | 56.7% |
| Value | Count | Frequency (%) | |
| 0 | 6195 | 38.7% | |
| 0.171875 | 5 | < 0.1% | |
| 0.191406 | 1 | < 0.1% | |
| 0.21875 | 1 | < 0.1% | |
| 0.222656 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 49.039062 | 1 | < 0.1% | |
| 46.40625 | 1 | < 0.1% | |
| 44.792969 | 1 | < 0.1% | |
| 43.042969 | 1 | < 0.1% | |
| 42.421875 | 1 | < 0.1% |
| Distinct | 2975 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.849105464 |
|---|---|
| Minimum | 0 |
| Maximum | 38.675781 |
| Zeros | 6322 |
| Zeros (%) | 39.5% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.335938 |
| Q3 | 4.10253875 |
| 95-th percentile | 11.117188 |
| Maximum | 38.675781 |
| Range | 38.675781 |
| Interquartile range (IQR) | 4.10253875 |
Descriptive statistics
| Standard deviation | 4.090571767 |
|---|---|
| Coefficient of variation (CV) | 1.435738978 |
| Kurtosis | 7.777668503 |
| Mean | 2.849105464 |
| Median Absolute Deviation (MAD) | 1.335938 |
| Skewness | 2.382753496 |
| Sum | 45585.68742 |
| Variance | 16.73277738 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6322 | 39.5% | |
| 1 | 167 | 1.0% | |
| 1.84375 | 119 | 0.7% | |
| 2 | 87 | 0.5% | |
| 1.5 | 79 | 0.5% | |
| 0.5 | 68 | 0.4% | |
| 3 | 61 | 0.4% | |
| 0.5625 | 49 | 0.3% | |
| 1.75 | 41 | 0.3% | |
| 0.75 | 31 | 0.2% | |
| Other values (2965) | 8976 | 56.1% |
| Value | Count | Frequency (%) | |
| 0 | 6322 | 39.5% | |
| 0.171875 | 3 | < 0.1% | |
| 0.191406 | 1 | < 0.1% | |
| 0.199219 | 1 | < 0.1% | |
| 0.203125 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 38.675781 | 1 | < 0.1% | |
| 35.140625 | 1 | < 0.1% | |
| 34.601562 | 1 | < 0.1% | |
| 33.527344 | 1 | < 0.1% | |
| 33.308594 | 1 | < 0.1% |
| Distinct | 11457 |
|---|---|
| Distinct (%) | 71.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.554618003 |
|---|---|
| Minimum | 0 |
| Maximum | 1123.011597 |
| Zeros | 3342 |
| Zeros (%) | 20.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.11579125 |
| median | 1.3498945 |
| Q3 | 5.39301375 |
| 95-th percentile | 29.49916745 |
| Maximum | 1123.011597 |
| Range | 1123.011597 |
| Interquartile range (IQR) | 5.2772225 |
Descriptive statistics
| Standard deviation | 19.75205502 |
|---|---|
| Coefficient of variation (CV) | 3.013456315 |
| Kurtosis | 973.6909939 |
| Mean | 6.554618003 |
| Median Absolute Deviation (MAD) | 1.3498945 |
| Skewness | 21.44376708 |
| Sum | 104873.8881 |
| Variance | 390.1436773 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3342 | 20.9% | |
| 0.1875 | 81 | 0.5% | |
| 0.63739 | 72 | 0.4% | |
| 0.421875 | 48 | 0.3% | |
| 0.75 | 42 | 0.3% | |
| 1.6875 | 41 | 0.3% | |
| 0.059326 | 27 | 0.2% | |
| 0.5625 | 24 | 0.1% | |
| 0.25 | 22 | 0.1% | |
| 0.046875 | 21 | 0.1% | |
| Other values (11447) | 12280 | 76.8% |
| Value | Count | Frequency (%) | |
| 0 | 3342 | 20.9% | |
| 0.002872 | 1 | < 0.1% | |
| 0.0031 | 1 | < 0.1% | |
| 0.00352 | 1 | < 0.1% | |
| 0.005539 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1123.011597 | 1 | < 0.1% | |
| 936.137146 | 1 | < 0.1% | |
| 284.47522 | 1 | < 0.1% | |
| 278.013763 | 1 | < 0.1% | |
| 264.305389 | 1 | < 0.1% |
| Distinct | 9908 |
|---|---|
| Distinct (%) | 61.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.027763 |
|---|---|
| Minimum | 0 |
| Maximum | 69.706055 |
| Zeros | 2177 |
| Zeros (%) | 13.6% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.8977055 |
| median | 5.1713865 |
| Q3 | 11.6298825 |
| 95-th percentile | 27.3079588 |
| Maximum | 69.706055 |
| Range | 69.706055 |
| Interquartile range (IQR) | 10.732177 |
Descriptive statistics
| Standard deviation | 9.1849073 |
|---|---|
| Coefficient of variation (CV) | 1.144142808 |
| Kurtosis | 3.825025254 |
| Mean | 8.027763 |
| Median Absolute Deviation (MAD) | 4.8486325 |
| Skewness | 1.771139941 |
| Sum | 128444.208 |
| Variance | 84.36252212 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 2177 | 13.6% | |
| 0.005859 | 40 | 0.2% | |
| 0.00293 | 33 | 0.2% | |
| 0.369141 | 30 | 0.2% | |
| 0.000977 | 28 | 0.2% | |
| 0.001953 | 27 | 0.2% | |
| 0.003906 | 22 | 0.1% | |
| 0.007812 | 21 | 0.1% | |
| 0.011719 | 18 | 0.1% | |
| 0.008789 | 16 | 0.1% | |
| Other values (9898) | 13588 | 84.9% |
| Value | Count | Frequency (%) | |
| 0 | 2177 | 13.6% | |
| 0.000977 | 28 | 0.2% | |
| 0.001953 | 27 | 0.2% | |
| 0.00293 | 33 | 0.2% | |
| 0.003906 | 22 | 0.1% |
| Value | Count | Frequency (%) | |
| 69.706055 | 1 | < 0.1% | |
| 63.503906 | 1 | < 0.1% | |
| 62.863281 | 1 | < 0.1% | |
| 61.615234 | 1 | < 0.1% | |
| 61.558594 | 1 | < 0.1% |
| Distinct | 9896 |
|---|---|
| Distinct (%) | 61.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.271248599 |
|---|---|
| Minimum | 0 |
| Maximum | 66.775391 |
| Zeros | 2176 |
| Zeros (%) | 13.6% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.943359 |
| median | 5.313477 |
| Q3 | 11.77661125 |
| 95-th percentile | 28.41249965 |
| Maximum | 66.775391 |
| Range | 66.775391 |
| Interquartile range (IQR) | 10.83325225 |
Descriptive statistics
| Standard deviation | 9.552507682 |
|---|---|
| Coefficient of variation (CV) | 1.15490516 |
| Kurtosis | 4.083637917 |
| Mean | 8.271248599 |
| Median Absolute Deviation (MAD) | 4.959473 |
| Skewness | 1.832328583 |
| Sum | 132339.9776 |
| Variance | 91.25040302 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 2176 | 13.6% | |
| 0.00293 | 29 | 0.2% | |
| 0.000977 | 28 | 0.2% | |
| 0.0625 | 25 | 0.2% | |
| 0.001953 | 21 | 0.1% | |
| 0.28125 | 20 | 0.1% | |
| 0.1875 | 20 | 0.1% | |
| 0.008789 | 17 | 0.1% | |
| 0.005859 | 17 | 0.1% | |
| 0.09375 | 15 | 0.1% | |
| Other values (9886) | 13632 | 85.2% |
| Value | Count | Frequency (%) | |
| 0 | 2176 | 13.6% | |
| 0.000977 | 28 | 0.2% | |
| 0.001953 | 21 | 0.1% | |
| 0.00293 | 29 | 0.2% | |
| 0.003906 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 66.775391 | 1 | < 0.1% | |
| 66.774414 | 1 | < 0.1% | |
| 66.380859 | 1 | < 0.1% | |
| 65.751953 | 1 | < 0.1% | |
| 65.423828 | 1 | < 0.1% |
| Distinct | 12001 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.33286425 |
|---|---|
| Minimum | 0 |
| Maximum | 2022.197998 |
| Zeros | 3338 |
| Zeros (%) | 20.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.42486675 |
| median | 14.525076 |
| Q3 | 52.4982955 |
| 95-th percentile | 252.0195352 |
| Maximum | 2022.197998 |
| Range | 2022.197998 |
| Interquartile range (IQR) | 51.07342875 |
Descriptive statistics
| Standard deviation | 107.2657964 |
|---|---|
| Coefficient of variation (CV) | 2.011251372 |
| Kurtosis | 38.19789998 |
| Mean | 53.33286425 |
| Median Absolute Deviation (MAD) | 14.525076 |
| Skewness | 4.822931716 |
| Sum | 853325.828 |
| Variance | 11505.95108 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3338 | 20.9% | |
| 1.6875 | 59 | 0.4% | |
| 0.75 | 40 | 0.2% | |
| 1.46875 | 37 | 0.2% | |
| 4.889099 | 36 | 0.2% | |
| 5.092224 | 35 | 0.2% | |
| 0.984375 | 33 | 0.2% | |
| 0.4646 | 20 | 0.1% | |
| 2.109375 | 19 | 0.1% | |
| 0.4375 | 16 | 0.1% | |
| Other values (11991) | 12367 | 77.3% |
| Value | Count | Frequency (%) | |
| 0 | 3338 | 20.9% | |
| 0.058594 | 5 | < 0.1% | |
| 0.109375 | 10 | 0.1% | |
| 0.121094 | 1 | < 0.1% | |
| 0.152344 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2022.197998 | 1 | < 0.1% | |
| 1490.088135 | 1 | < 0.1% | |
| 1467.959351 | 1 | < 0.1% | |
| 1462.052734 | 1 | < 0.1% | |
| 1423.122803 | 1 | < 0.1% |
| Distinct | 2368 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.023825197 |
|---|---|
| Minimum | 0 |
| Maximum | 322.09375 |
| Zeros | 3023 |
| Zeros (%) | 18.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5 |
| median | 2.625 |
| Q3 | 7.0625 |
| 95-th percentile | 36.06484375 |
| Maximum | 322.09375 |
| Range | 322.09375 |
| Interquartile range (IQR) | 6.5625 |
Descriptive statistics
| Standard deviation | 17.25973063 |
|---|---|
| Coefficient of variation (CV) | 2.15106015 |
| Kurtosis | 42.94462684 |
| Mean | 8.023825197 |
| Median Absolute Deviation (MAD) | 2.625 |
| Skewness | 5.293889868 |
| Sum | 128381.2031 |
| Variance | 297.8983014 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3023 | 18.9% | |
| 0.5 | 174 | 1.1% | |
| 0.375 | 167 | 1.0% | |
| 0.25 | 165 | 1.0% | |
| 0.125 | 160 | 1.0% | |
| 0.625 | 158 | 1.0% | |
| 0.75 | 144 | 0.9% | |
| 1.125 | 144 | 0.9% | |
| 0.875 | 140 | 0.9% | |
| 1.25 | 138 | 0.9% | |
| Other values (2358) | 11587 | 72.4% |
| Value | Count | Frequency (%) | |
| 0 | 3023 | 18.9% | |
| 0.015625 | 4 | < 0.1% | |
| 0.03125 | 10 | 0.1% | |
| 0.046875 | 2 | < 0.1% | |
| 0.0625 | 29 | 0.2% |
| Value | Count | Frequency (%) | |
| 322.09375 | 1 | < 0.1% | |
| 313.4375 | 1 | < 0.1% | |
| 246.125 | 1 | < 0.1% | |
| 213.125 | 1 | < 0.1% | |
| 212.75 | 1 | < 0.1% |
| Distinct | 2221 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.797075683 |
|---|---|
| Minimum | 0 |
| Maximum | 189 |
| Zeros | 3077 |
| Zeros (%) | 19.2% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5 |
| median | 3.210938 |
| Q3 | 8.0625 |
| 95-th percentile | 27.0625 |
| Maximum | 189 |
| Range | 189 |
| Interquartile range (IQR) | 7.5625 |
Descriptive statistics
| Standard deviation | 11.55229891 |
|---|---|
| Coefficient of variation (CV) | 1.699598393 |
| Kurtosis | 30.92216817 |
| Mean | 6.797075683 |
| Median Absolute Deviation (MAD) | 3.210938 |
| Skewness | 4.460051662 |
| Sum | 108753.2109 |
| Variance | 133.4556101 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3077 | 19.2% | |
| 0.125 | 168 | 1.1% | |
| 0.25 | 142 | 0.9% | |
| 1.375 | 130 | 0.8% | |
| 0.875 | 125 | 0.8% | |
| 0.5 | 125 | 0.8% | |
| 2 | 121 | 0.8% | |
| 0.75 | 120 | 0.8% | |
| 0.375 | 117 | 0.7% | |
| 1.875 | 113 | 0.7% | |
| Other values (2211) | 11762 | 73.5% |
| Value | Count | Frequency (%) | |
| 0 | 3077 | 19.2% | |
| 0.015625 | 5 | < 0.1% | |
| 0.03125 | 11 | 0.1% | |
| 0.039062 | 1 | < 0.1% | |
| 0.046875 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 189 | 1 | < 0.1% | |
| 183.875 | 1 | < 0.1% | |
| 160.875 | 1 | < 0.1% | |
| 140.1875 | 1 | < 0.1% | |
| 137.71875 | 1 | < 0.1% |
| Distinct | 8427 |
|---|---|
| Distinct (%) | 52.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 841.9483201 |
|---|---|
| Minimum | 0 |
| Maximum | 194634.75 |
| Zeros | 3023 |
| Zeros (%) | 18.9% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.6875 |
| median | 11.683594 |
| Q3 | 94.02557375 |
| 95-th percentile | 4375.792969 |
| Maximum | 194634.75 |
| Range | 194634.75 |
| Interquartile range (IQR) | 93.33807375 |
Descriptive statistics
| Standard deviation | 3815.230446 |
|---|---|
| Coefficient of variation (CV) | 4.531430677 |
| Kurtosis | 470.4713347 |
| Mean | 841.9483201 |
| Median Absolute Deviation (MAD) | 11.683594 |
| Skewness | 14.08073999 |
| Sum | 13471173.12 |
| Variance | 14555983.36 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3023 | 18.9% | |
| 0.109375 | 154 | 1.0% | |
| 0.1875 | 83 | 0.5% | |
| 0.984375 | 73 | 0.5% | |
| 0.484375 | 58 | 0.4% | |
| 2.734375 | 54 | 0.3% | |
| 1.75 | 49 | 0.3% | |
| 0.4375 | 47 | 0.3% | |
| 8.859375 | 46 | 0.3% | |
| 3.9375 | 45 | 0.3% | |
| Other values (8417) | 12368 | 77.3% |
| Value | Count | Frequency (%) | |
| 0 | 3023 | 18.9% | |
| 0.015381 | 4 | < 0.1% | |
| 0.030273 | 9 | 0.1% | |
| 0.044678 | 1 | < 0.1% | |
| 0.058594 | 23 | 0.1% |
| Value | Count | Frequency (%) | |
| 194634.75 | 1 | < 0.1% | |
| 61920.9375 | 1 | < 0.1% | |
| 61564.98438 | 1 | < 0.1% | |
| 59220.75 | 1 | < 0.1% | |
| 57599.4375 | 1 | < 0.1% |
| Distinct | 8450 |
|---|---|
| Distinct (%) | 52.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 491.9134467 |
|---|---|
| Minimum | 0 |
| Maximum | 68389.35938 |
| Zeros | 3077 |
| Zeros (%) | 19.2% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.746094 |
| median | 19.527344 |
| Q3 | 96.064392 |
| 95-th percentile | 2139.91875 |
| Maximum | 68389.35938 |
| Range | 68389.35938 |
| Interquartile range (IQR) | 95.318298 |
Descriptive statistics
| Standard deviation | 2404.069505 |
|---|---|
| Coefficient of variation (CV) | 4.88717989 |
| Kurtosis | 197.6121358 |
| Mean | 491.9134467 |
| Median Absolute Deviation (MAD) | 19.527344 |
| Skewness | 11.7624985 |
| Sum | 7870615.148 |
| Variance | 5779550.183 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3077 | 19.2% | |
| 0.109375 | 157 | 1.0% | |
| 0.1875 | 75 | 0.5% | |
| 0.984375 | 56 | 0.4% | |
| 3.9375 | 55 | 0.3% | |
| 0.058594 | 52 | 0.3% | |
| 0.75 | 51 | 0.3% | |
| 0.4375 | 45 | 0.3% | |
| 0.484375 | 43 | 0.3% | |
| 18.484375 | 43 | 0.3% | |
| Other values (8440) | 12346 | 77.2% |
| Value | Count | Frequency (%) | |
| 0 | 3077 | 19.2% | |
| 0.015381 | 5 | < 0.1% | |
| 0.030273 | 11 | 0.1% | |
| 0.037537 | 1 | < 0.1% | |
| 0.058594 | 52 | 0.3% |
| Value | Count | Frequency (%) | |
| 68389.35938 | 1 | < 0.1% | |
| 59544.25 | 1 | < 0.1% | |
| 57594.15234 | 1 | < 0.1% | |
| 56354.10938 | 1 | < 0.1% | |
| 52821.35938 | 1 | < 0.1% |
cost_1
Real number (ℝ≥0)
| Distinct | 14378 |
|---|---|
| Distinct (%) | 89.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36948.64062 |
|---|---|
| Minimum | 0 |
| Maximum | 425705 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2435.8 |
| Q1 | 9916.75 |
| median | 23051.5 |
| Q3 | 52071.25 |
| 95-th percentile | 115389.25 |
| Maximum | 425705 |
| Range | 425705 |
| Interquartile range (IQR) | 42154.5 |
Descriptive statistics
| Standard deviation | 38631.38334 |
|---|---|
| Coefficient of variation (CV) | 1.04554275 |
| Kurtosis | 6.375993657 |
| Mean | 36948.64062 |
| Median Absolute Deviation (MAD) | 16392.5 |
| Skewness | 2.026081239 |
| Sum | 591178250 |
| Variance | 1492383779 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.1% | |
| 11082 | 5 | < 0.1% | |
| 7988 | 4 | < 0.1% | |
| 3038 | 4 | < 0.1% | |
| 1984 | 4 | < 0.1% | |
| 14618 | 4 | < 0.1% | |
| 12696 | 4 | < 0.1% | |
| 4230 | 4 | < 0.1% | |
| 24600 | 4 | < 0.1% | |
| 7926 | 4 | < 0.1% | |
| Other values (14368) | 15947 | 99.7% |
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.1% | |
| 107 | 1 | < 0.1% | |
| 138 | 1 | < 0.1% | |
| 154 | 1 | < 0.1% | |
| 170 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 425705 | 1 | < 0.1% | |
| 423448 | 1 | < 0.1% | |
| 385616 | 1 | < 0.1% | |
| 379476 | 1 | < 0.1% | |
| 350833 | 1 | < 0.1% |
cost_2
Real number (ℝ≥0)
| Distinct | 14538 |
|---|---|
| Distinct (%) | 91.0% |
| Missing | 17 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42059.82957 |
|---|---|
| Minimum | 0 |
| Maximum | 446306 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Memory size | 125.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2112.7 |
| Q1 | 10965 |
| median | 26135 |
| Q3 | 59876.5 |
| 95-th percentile | 133387.6 |
| Maximum | 446306 |
| Range | 446306 |
| Interquartile range (IQR) | 48911.5 |
Descriptive statistics
| Standard deviation | 43844.70868 |
|---|---|
| Coefficient of variation (CV) | 1.04243667 |
| Kurtosis | 4.869365896 |
| Mean | 42059.82957 |
| Median Absolute Deviation (MAD) | 19028 |
| Skewness | 1.869233126 |
| Sum | 672242256 |
| Variance | 1922358479 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.1% | |
| 18220 | 4 | < 0.1% | |
| 17528 | 4 | < 0.1% | |
| 6861 | 4 | < 0.1% | |
| 20185 | 4 | < 0.1% | |
| 3138 | 4 | < 0.1% | |
| 4295 | 4 | < 0.1% | |
| 4004 | 4 | < 0.1% | |
| 5027 | 4 | < 0.1% | |
| 2042 | 4 | < 0.1% | |
| Other values (14528) | 15931 | 99.6% | |
| (Missing) | 17 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.1% | |
| 26 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 42 | 1 | < 0.1% | |
| 58 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 446306 | 1 | < 0.1% | |
| 411603 | 1 | < 0.1% | |
| 370303 | 1 | < 0.1% | |
| 361696 | 1 | < 0.1% | |
| 356119 | 1 | < 0.1% |
relevant
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 125.0 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) | 2 |
| Value | Count | Frequency (%) | |
| 1 | 13156 | 82.2% | |
| 0 | 2842 | 17.8% | |
| (Missing) | 2 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| quality | bits | intra_parts | skip_parts | inter_16x16_parts | inter_4x4_parts | inter_other_parts | non_zero_pixels | frame_width | frame_height | movement_level | mean | sub_mean_1 | sub_mean_2 | sub_mean_3 | sub_mean_4 | var_sub_blocks | sobel_h | sobel_v | variance | block_movement_h | block_movement_v | var_movement_h | var_movement_v | cost_1 | cost_2 | relevant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 22 | 2143 | 0 | 0 | 1 | 3 | 21 | 404 | 416 | 240 | 42352 | 6.675781 | 10.265625 | 4.335938 | 5.902344 | 6.199219 | 4.796791 | 17.397461 | 17.397461 | 87.584335 | 2.820312 | 2.539062 | 10.772400 | 8.576599 | 0.0 | 0.0 | 1.0 |
| 1 | 22 | 1735 | 0 | 2 | 0 | 3 | 8 | 381 | 416 | 240 | 42352 | 5.032227 | 3.699219 | 4.316406 | 6.855469 | 5.257812 | 1.416102 | 14.426758 | 14.233398 | 48.025330 | 1.843750 | 1.921875 | 6.163086 | 6.665771 | 8816.0 | 8801.0 | 1.0 |
| 2 | 22 | 1971 | 0 | 0 | 0 | 0 | 8 | 460 | 416 | 240 | 42352 | 6.368164 | 4.906250 | 4.277344 | 9.050781 | 7.238281 | 3.615565 | 15.203125 | 13.953125 | 56.613480 | 3.000000 | 4.937500 | 1.625000 | 3.683594 | 5104.0 | 5193.0 | 1.0 |
| 3 | 22 | 2473 | 0 | 0 | 0 | 18 | 20 | 421 | 416 | 240 | 42352 | 8.407227 | 6.640625 | 5.996094 | 14.675781 | 6.316406 | 13.150191 | 21.725586 | 29.165039 | 283.079285 | 2.078125 | 2.500000 | 25.806396 | 34.656250 | 21531.0 | 19802.0 | 1.0 |
| 4 | 22 | 1093 | 0 | 0 | 1 | 3 | 8 | 167 | 416 | 240 | 42352 | 3.575195 | 7.531250 | 4.894531 | 0.191406 | 1.683594 | 8.104800 | 11.929688 | 14.353516 | 175.123245 | 3.070312 | 4.523438 | 22.252869 | 14.780701 | 15073.0 | 14549.0 | 1.0 |
| 5 | 22 | 1018 | 0 | 0 | 2 | 9 | 8 | 200 | 416 | 240 | 42352 | 2.650391 | 1.773438 | 3.015625 | 1.269531 | 4.542969 | 1.597767 | 7.608398 | 7.557617 | 17.285976 | 0.570312 | 3.343750 | 0.776306 | 7.428711 | 15343.0 | 15845.0 | 1.0 |
| 6 | 22 | 503 | 0 | 0 | 1 | 0 | 6 | 83 | 416 | 240 | 42352 | 1.423828 | 0.000000 | 2.679688 | 0.281250 | 2.734375 | 1.656872 | 3.498047 | 5.064453 | 37.955135 | 1.687500 | 2.937500 | 4.214844 | 8.683594 | 7217.0 | 8331.0 | 1.0 |
| 7 | 22 | 1552 | 0 | 0 | 2 | 6 | 10 | 308 | 416 | 240 | 42352 | 4.968750 | 5.871094 | 5.886719 | 1.632812 | 6.484375 | 3.770622 | 11.541992 | 13.596680 | 78.563477 | 2.585938 | 1.789062 | 9.539490 | 4.619568 | 19475.0 | 19632.0 | 1.0 |
| 8 | 22 | 815 | 0 | 1 | 1 | 6 | 10 | 161 | 416 | 240 | 42352 | 2.291992 | 0.695312 | 2.753906 | 0.000000 | 5.718750 | 4.939662 | 8.022461 | 7.231445 | 28.187202 | 2.046875 | 1.937500 | 5.607178 | 5.027344 | 11196.0 | 12205.0 | 1.0 |
| 9 | 22 | 369 | 0 | 1 | 1 | 6 | 4 | 77 | 416 | 240 | 42352 | 0.907227 | 0.785156 | 2.843750 | 0.000000 | 0.000000 | 1.352786 | 2.682617 | 2.831055 | 6.808776 | 1.562500 | 1.812500 | 3.246094 | 4.277344 | 17005.0 | 18117.0 | 0.0 |
Last rows
| quality | bits | intra_parts | skip_parts | inter_16x16_parts | inter_4x4_parts | inter_other_parts | non_zero_pixels | frame_width | frame_height | movement_level | mean | sub_mean_1 | sub_mean_2 | sub_mean_3 | sub_mean_4 | var_sub_blocks | sobel_h | sobel_v | variance | block_movement_h | block_movement_v | var_movement_h | var_movement_v | cost_1 | cost_2 | relevant | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15990 | 37 | 23 | 0 | 2 | 2 | 0 | 0 | 0 | 2560 | 1600 | 11781038 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.275391 | 1.560547 | 0.000000 | 6.12500 | 49.25000 | 112.609375 | 7276.687500 | 12558.0 | 10574.0 | 0.0 |
| 15991 | 37 | 30 | 17 | 2 | 0 | 0 | 0 | 0 | 2560 | 1600 | 11781038 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.390625 | 1.660156 | 0.000000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 27093.0 | 53601.0 | 1.0 |
| 15992 | 37 | 73 | 16 | 2 | 1 | 0 | 0 | 8 | 2560 | 1600 | 11781038 | 2.156250 | 0.000000 | 0.000000 | 6.750000 | 1.875000 | 7.620117 | 3.863281 | 6.453125 | 45.151367 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 5557.0 | 4284.0 | 0.0 |
| 15993 | 37 | 127 | 17 | 0 | 1 | 0 | 2 | 25 | 2560 | 1600 | 11781038 | 2.718750 | 0.000000 | 3.000000 | 7.875000 | 0.000000 | 10.362305 | 4.824219 | 6.558594 | 26.452148 | 17.75000 | 12.81250 | 3498.562500 | 978.027344 | 16188.0 | 23974.0 | 0.0 |
| 15994 | 37 | 122 | 16 | 0 | 0 | 0 | 6 | 4 | 2560 | 1600 | 11781038 | 0.921875 | 0.000000 | 0.000000 | 1.843750 | 1.843750 | 0.849854 | 2.141602 | 3.331055 | 9.556396 | 7.75000 | 16.75000 | 192.562500 | 839.312500 | 31692.0 | 50914.0 | 1.0 |
| 15995 | 37 | 66 | 16 | 1 | 1 | 9 | 1 | 3 | 2560 | 1600 | 11781038 | 0.835938 | 0.000000 | 0.000000 | 3.343750 | 0.000000 | 2.096375 | 1.432617 | 2.401367 | 6.652771 | 4.12500 | 13.43750 | 95.484375 | 975.058594 | 18704.0 | 18283.0 | 1.0 |
| 15996 | 37 | 100 | 32 | 0 | 0 | 18 | 2 | 8 | 2560 | 1600 | 11781038 | 2.132812 | 5.187500 | 1.843750 | 1.500000 | 0.000000 | 3.591003 | 2.844727 | 5.889648 | 15.255798 | 3.68750 | 0.00000 | 203.964844 | 0.000000 | 41738.0 | 37212.0 | 1.0 |
| 15997 | 37 | 141 | 16 | 1 | 0 | 0 | 4 | 15 | 2560 | 1600 | 11781038 | 4.184570 | 8.687500 | 4.937500 | 0.000000 | 3.113281 | 9.875392 | 7.579102 | 9.038086 | 50.865349 | 8.37500 | 16.37500 | 221.734375 | 816.109375 | 20642.0 | 17046.0 | 1.0 |
| 15998 | 37 | 335 | 16 | 0 | 2 | 6 | 2 | 38 | 2560 | 1600 | 11781038 | 10.111328 | 7.234375 | 6.269531 | 3.304688 | 23.636719 | 63.075695 | 21.457031 | 34.392578 | 310.964172 | 9.21875 | 29.84375 | 120.170898 | 1610.256836 | 125078.0 | 146935.0 | 1.0 |
| 15999 | 37 | 226 | 32 | 0 | 0 | 0 | 4 | 24 | 2560 | 1600 | 11781038 | 5.542969 | 5.593750 | 2.285156 | 6.125000 | 8.167969 | 4.461327 | 11.003906 | 11.896484 | 39.148544 | 7.06250 | 23.68750 | 153.683594 | 1797.089844 | 171759.0 | 184325.0 | 1.0 |